Héctor Manuel Ruiz Juárez

AI & Automation Lead | Backend & Cloud AI Solutions

📍 Yucatán, Mexico

Professional Experience

My professional journey in developing AI solutions and cloud technologies.

04/2025 - Present

AI & Automation Lead

Solvo

As an AI & Automation Lead at Solvo, I specialize in workflow management automation using cutting-edge tools such as N8N, LangChain, RAG, OpenAI, and Deepseek. My expertise in Python and TypeScript allows me to develop robust solutions that streamline processes and enhance efficiency. I have successfully implemented cost-reduction strategies on AWS and GCP, optimizing cloud resources and reducing operational expenses. My role involves designing and deploying AI-driven automation systems that improve workflow management and drive business growth.

04/2024 - 04/2025

Tech Lead

TECHXMX

Designed and implemented scalable AI backend architectures on AWS to support LLM-powered applications. Orchestrated containerized AI services with Kubernetes (EKS) and managed infrastructure as code with Terraform, ensuring high availability and cost optimization.

04/2024 - 04/2025

Infrastructure Managed Service Associate

Accenture

Automated CI/CD pipelines with Jenkins and GCP Cloud Build for deploying backend applications and AI services on Google Kubernetes Engine (GKE). Implemented containerization strategies with Docker for microservices architectures.

8/2023 – 2/2024

Junior AI/Data Engineer

AAAIMX

Built and automated backend data pipelines using Python, AWS Glue, and Lambda for AI model training data preparation and real-time inference systems. Orchestrated complex ML workflows with Apache Airflow.

1/2020 – 1/2022

AI & Data Consultant

AAAIMX

Consulted on scalable AI system architectures, defining best practices for backend services supporting large-scale machine learning applications and data processing. Led technical design and implementation strategy for AI projects.

About Me

Senior AI Engineer with 5+ years of experience in backend development, AI/ML systems, and cloud-native architectures.

Specialist in developing AI-driven applications, distributed microservices, and scalable data pipelines. With hands-on experience in LLM integration, prompt engineering, and MLOps, along with practical experience in AWS and GCP. I leverage my technical expertise to develop cutting-edge AI products and services.

Technical Skills

Technologies and tools I master to create innovative AI solutions.

🤖 Backend & AI Development

Python (AI/ML) Backend APIs Node.js Microservices Architecture

🧠 AI/ML Technologies

LLMs LangChain Prompt Engineering Vector Search Embeddings MLOps

☁️ Cloud & Infrastructure

GCP (Vertex AI, GKE) AWS (Lambda, S3, EC2) Docker Kubernetes Terraform

🗄️ Databases & DevOps

PostgreSQL MongoDB CI/CD Pipelines Git Testing Frameworks

Certifications

My professional certifications in AI, Cloud, and related technologies.

☁️

Data Engineer on GCP

Skillsoft
2024

Certification in data engineering for Google Cloud Platform, including Vertex AI and ML pipelines.

🧠

AWS Certified Machine Learning - Specialty

Skillsoft
2024

Certification focused on designing, implementing, and maintaining Machine Learning solutions on AWS, covering Data Engineering and model optimization.

🐳

Docker

Skillsoft
2023

Certification in Docker containerization and orchestration for applications.

🗺️

Spatial Geointelligence

CONACyT
2023

Certification in spatial geointelligence and data analysis.

🎓

Certified Instructor

Código Facilito / AAAI Association
2020 - 2022

Certification for effectively delivering technical courses and workshops.

Speaking & Conferences

Technical talks and presentations I've delivered at industry events.

🎤

Jalisco Talent Land 2024

Technical Speaker • Fundación Coppel Track

Presented "AI Chatbot Architecture and Real-time Data Processing Pipeline", showcasing backend implementation with Python and cloud deployment strategies on AWS. Demonstrated integration of LLM technologies with traditional backend systems for scalable conversational AI applications.

Python AWS Docker MongoDB AI Architecture LLMs
📊

WITCOM 2023 Conference

Research Presenter • Springer Publication

Co-authored and presented a research paper on "Explainable AI in Agriculture", published in WITCOM 2023 (Springer, Scopus). Presented ML model interpretability techniques and backend systems for AI model deployment in agricultural applications.

Explainable AI Machine Learning Research Python Agriculture Tech
🎓

Technical Workshops & Training

Certified Instructor • Código Facilito / AAAI Association (2020-2022)

Delivered multiple technical workshops on AI/ML implementation, cloud deployment strategies, and backend development best practices. Certified instructor for effectively delivering technical courses and workshops to development teams and students.

Teaching AI/ML Training Cloud Technologies Backend Development Technical Leadership

Featured Projects & Open Source Contributions

Innovative AI and backend solutions I've developed, including contributions to open-source communities.

🤝

DeepSeek Integration with Builderbot (Open Source)

Contributed to open-source projects by enabling the Builderbot WhatsApp library to use DeepSeek as an LLM provider via WebSockets, offering an alternative to OpenAI for conversational agents.

DeepSeek Builderbot WhatsApp API WebSockets LLM Open Source
💬

Linda Chat - AI Chatbot Platform

A robust AI chatbot platform designed for seamless conversational experiences. Integrates advanced LLM capabilities to provide intelligent and responsive interactions for various use cases.

LLM AI Chatbot Node.js Backend Scalable Architecture
🎓

EduConecta - School Management System

Transforming school management in Mexico. A proposal to optimize evaluation, communication, and administration with a modern, economical, and flexible solution for educational institutions.

React Node.js MongoDB Educational Tech SaaS
🤖

OpenWebUI - Self-Hosted LLM Server

Technical proposal for enterprise implementation of a self-hosted LLM server. Complete solution for organizations seeking to implement AI capabilities while maintaining data privacy and control.

LLM Docker Enterprise AI Self-Hosted Security
📄

OCR Receipt Processor

Advanced OCR system for processing receipts and extracting structured data. Uses computer vision and machine learning to automatically digitize physical receipts with high accuracy.

OCR Computer Vision Python ML Data Extraction
🔢

MNIST Digit Recognition

Interactive digit recognition system using neural networks. Draw a digit (0-9) on the canvas and get real-time predictions. Includes API integration and live demonstration capabilities.

TensorFlow Neural Networks Canvas API Real-time ML Interactive Demo
🗺️

Specialized Incident Analysis

Smart city analytics platform for analyzing specialized incidents including firearms, domestic violence, and drugs. Real-time mapping and data visualization for urban safety management.

Data Analytics Geographic Mapping Smart Cities Public Safety Visualization
💬

Database Query Chatbot

AI-powered chatbot for querying buyers and debtors database. Natural language interface for complex database queries, providing insights on best buyers, highest debtors, and comprehensive database statistics.

NLP Database Query Chatbot AI Assistant Business Intelligence
📱

botAsesorVisaAI - WhatsApp Chatbot

Advanced WhatsApp chatbot using Baileys Provider for visa consultation services. Automated customer service with AI-powered responses for immigration and visa-related queries.

WhatsApp API Baileys Node.js AI Chatbot Customer Service

MLB First Inning Prediction

Machine learning model using XGBoost to predict first career outcomes in Premier League first innings. Advanced sports analytics with predictive modeling for baseball statistics.

XGBoost Sports Analytics Machine Learning Predictive Modeling Baseball Stats
🏛️

Government Multi-Chatbot Architecture

Comprehensive architecture diagram for multiple interconnected chatbots designed for government implementation. Scalable solution for public sector digital transformation and citizen services automation.

System Architecture Government Tech Multi-Bot System Public Sector Digital Transformation

Contact

Ready to create something amazing together? Let's talk!

📧

Email

hectormanu2709@gmail.com
📞

Phone

+52 984 234 3944
📍

Location

Yucatán, Mexico

Hello! 👋 Ask me anything about Hector's portfolio!
🤖 DeepSeek AI Assistant